{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "fd13baec-9df2-4284-95a6-ceff3373d9a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "7565cfe4-6452-42db-9914-5abc0c7c50bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.sans-serif'] = 'SimHei'\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "d9d6c48a-2c16-46e5-949d-06e9c2d0466e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2913 entries, 0 to 2912\n",
      "Data columns (total 9 columns):\n",
      " #   Column  Non-Null Count  Dtype \n",
      "---  ------  --------------  ----- \n",
      " 0   标题      2913 non-null   object\n",
      " 1   地区      2913 non-null   object\n",
      " 2   公司名     2913 non-null   object\n",
      " 3   公司领域    2913 non-null   object\n",
      " 4   薪资      2913 non-null   object\n",
      " 5   经验      2913 non-null   object\n",
      " 6   规模      2913 non-null   object\n",
      " 7   福利      2531 non-null   object\n",
      " 8   详情页     2913 non-null   object\n",
      "dtypes: object(9)\n",
      "memory usage: 204.9+ KB\n"
     ]
    }
   ],
   "source": [
    "data_df = pd.read_excel(\"boss岗位.xlsx\")\n",
    "data_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "518325d7-9b97-4a03-9cf1-c7396896b654",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>标题</th>\n",
       "      <th>地区</th>\n",
       "      <th>公司名</th>\n",
       "      <th>公司领域</th>\n",
       "      <th>薪资</th>\n",
       "      <th>经验</th>\n",
       "      <th>规模</th>\n",
       "      <th>福利</th>\n",
       "      <th>详情页</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>北京·海淀区·公主坟</td>\n",
       "      <td>锐捷网络</td>\n",
       "      <td>通信/网络设备</td>\n",
       "      <td>20-30K·13薪</td>\n",
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       "      <td>1000-9999人</td>\n",
       "      <td>通讯补贴，节日福利，五险一金，定期体检，带薪年假，餐补，包吃，加班补助，员工旅游，零食下午茶...</td>\n",
       "      <td>https://www.zhipin.com/job_detail/42975c4fd5ea...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>上海·浦东新区·张江</td>\n",
       "      <td>中电金信</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>15-25K</td>\n",
       "      <td>经验不限本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>定期体检，节日福利，五险一金，补充医疗保险，带薪年假，零食下午茶</td>\n",
       "      <td>https://www.zhipin.com/job_detail/3f9754994eb4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>北京·大兴区·亦庄</td>\n",
       "      <td>沃东天骏信息技术</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>30-60K·14薪</td>\n",
       "      <td>5-10年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>加班补助，免费班车，带薪年假，定期体检，补充医疗保险，全勤奖，餐补，年终奖，股票期权，节日福...</td>\n",
       "      <td>https://www.zhipin.com/job_detail/fc118cb2b449...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>北京·海淀区·马连洼</td>\n",
       "      <td>滴滴</td>\n",
       "      <td>移动互联网</td>\n",
       "      <td>15-30K·15薪</td>\n",
       "      <td>3-5年本科</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>定期体检，补充医疗保险，五险一金</td>\n",
       "      <td>https://www.zhipin.com/job_detail/805d4a645e38...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>北京·海淀区·清河</td>\n",
       "      <td>小米</td>\n",
       "      <td>互联网</td>\n",
       "      <td>15-30K·14薪</td>\n",
       "      <td>3-5年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>餐补，补充医疗保险，股票期权，年终奖，五险一金，定期体检，节日福利，12%公积金，带薪年假</td>\n",
       "      <td>https://www.zhipin.com/job_detail/6fd7b042d6f7...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      标题          地区       公司名     公司领域          薪资       经验          规模  \\\n",
       "0  数据分析师  北京·海淀区·公主坟      锐捷网络  通信/网络设备  20-30K·13薪   3-5年本科  1000-9999人   \n",
       "1  数据分析师  上海·浦东新区·张江      中电金信    计算机软件      15-25K   经验不限本科    10000人以上   \n",
       "2  数据分析师   北京·大兴区·亦庄  沃东天骏信息技术     电子商务  30-60K·14薪  5-10年本科    10000人以上   \n",
       "3  数据分析师  北京·海淀区·马连洼        滴滴    移动互联网  15-30K·15薪   3-5年本科  1000-9999人   \n",
       "4  数据分析师   北京·海淀区·清河        小米      互联网  15-30K·14薪   3-5年本科    10000人以上   \n",
       "\n",
       "                                                  福利  \\\n",
       "0  通讯补贴，节日福利，五险一金，定期体检，带薪年假，餐补，包吃，加班补助，员工旅游，零食下午茶...   \n",
       "1                   定期体检，节日福利，五险一金，补充医疗保险，带薪年假，零食下午茶   \n",
       "2  加班补助，免费班车，带薪年假，定期体检，补充医疗保险，全勤奖，餐补，年终奖，股票期权，节日福...   \n",
       "3                                   定期体检，补充医疗保险，五险一金   \n",
       "4      餐补，补充医疗保险，股票期权，年终奖，五险一金，定期体检，节日福利，12%公积金，带薪年假   \n",
       "\n",
       "                                                 详情页  \n",
       "0  https://www.zhipin.com/job_detail/42975c4fd5ea...  \n",
       "1  https://www.zhipin.com/job_detail/3f9754994eb4...  \n",
       "2  https://www.zhipin.com/job_detail/fc118cb2b449...  \n",
       "3  https://www.zhipin.com/job_detail/805d4a645e38...  \n",
       "4  https://www.zhipin.com/job_detail/6fd7b042d6f7...  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "31d989ba-336a-43f3-b9ac-a528ca39fcdf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 提取薪资范围并处理缺失值\n",
    "data_df[['薪资下限', '薪资上限']] = data_df['薪资'].str.extract('(\\d+)-(\\d+)K')\n",
    "data_df['薪资下限'] = pd.to_numeric(data_df['薪资下限'], errors='coerce') * 1000  # 转换为数值并处理缺失值\n",
    "data_df['薪资上限'] = pd.to_numeric(data_df['薪资上限'], errors='coerce') * 1000  # 转换为数值并处理缺失值\n",
    "\n",
    "# 计算薪资中间值，跳过缺失值\n",
    "data_df['薪资中间值'] = data_df[['薪资下限', '薪资上限']].mean(axis=1, skipna=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "97af94ba-a3e3-4985-8b51-26a84013d732",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>滴滴</td>\n",
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      ],
      "text/plain": [
       "      标题          地区       公司名     公司领域       经验          规模     薪资下限  \\\n",
       "0  数据分析师  北京·海淀区·公主坟      锐捷网络  通信/网络设备   3-5年本科  1000-9999人  20000.0   \n",
       "1  数据分析师  上海·浦东新区·张江      中电金信    计算机软件   经验不限本科    10000人以上  15000.0   \n",
       "2  数据分析师   北京·大兴区·亦庄  沃东天骏信息技术     电子商务  5-10年本科    10000人以上  30000.0   \n",
       "3  数据分析师  北京·海淀区·马连洼        滴滴    移动互联网   3-5年本科  1000-9999人  15000.0   \n",
       "4  数据分析师   北京·海淀区·清河        小米      互联网   3-5年本科    10000人以上  15000.0   \n",
       "\n",
       "      薪资上限    薪资中间值  \n",
       "0  30000.0  25000.0  \n",
       "1  25000.0  20000.0  \n",
       "2  60000.0  45000.0  \n",
       "3  30000.0  22500.0  \n",
       "4  30000.0  22500.0  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns_to_drop = ['薪资', '福利', '详情页']\n",
    "data_df_cleaned = data_df.drop(columns=columns_to_drop)\n",
    "data_df_cleaned.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "a8f94bea-e064-4348-b5f3-3633a8e09b02",
   "metadata": {},
   "outputs": [
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       "      <td>22500.0</td>\n",
       "      <td>北京</td>\n",
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      "text/plain": [
       "      标题          地区       公司名     公司领域       经验          规模     薪资下限  \\\n",
       "0  数据分析师  北京·海淀区·公主坟      锐捷网络  通信/网络设备   3-5年本科  1000-9999人  20000.0   \n",
       "1  数据分析师  上海·浦东新区·张江      中电金信    计算机软件   经验不限本科    10000人以上  15000.0   \n",
       "2  数据分析师   北京·大兴区·亦庄  沃东天骏信息技术     电子商务  5-10年本科    10000人以上  30000.0   \n",
       "3  数据分析师  北京·海淀区·马连洼        滴滴    移动互联网   3-5年本科  1000-9999人  15000.0   \n",
       "4  数据分析师   北京·海淀区·清河        小米      互联网   3-5年本科    10000人以上  15000.0   \n",
       "\n",
       "      薪资上限    薪资中间值 地区简称  \n",
       "0  30000.0  25000.0   北京  \n",
       "1  25000.0  20000.0   上海  \n",
       "2  60000.0  45000.0   北京  \n",
       "3  30000.0  22500.0   北京  \n",
       "4  30000.0  22500.0   北京  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 提取地区前两个字\n",
    "data_df_cleaned['地区简称'] = data_df_cleaned['地区'].str[:2]\n",
    "# data_df_cleaned = data_df.drop(columns = data_df['地区'])\n",
    "# 查看清洗后的数据\n",
    "data_df_cleaned.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8e08d475-3d89-4cc8-84d0-7e11fad8a48a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'D:\\\\shiXun1\\\\teamTask\\\\salary_distribution.html'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from pyecharts.charts import Boxplot\n",
    "from pyecharts import options as opts\n",
    "# 筛选指定区域的数据\n",
    "regions = ['北京', '广州', '南京', '上海', '成都']\n",
    "filtered_df = data_df_cleaned[data_df_cleaned['地区简称'].isin(regions)]\n",
    "\n",
    "#为BoxPlot准备数据\n",
    "data = [filtered_df[filtered_df['地区简称'] == region]['薪资中间值'].tolist() for region in regions]\n",
    "\n",
    "# 创建 Boxplot\n",
    "boxplot = Boxplot()\n",
    "boxplot.add_xaxis(regions)\n",
    "boxplot.add_yaxis(\"薪资中间值\", boxplot.prepare_data(data))\n",
    "boxplot.set_global_opts(title_opts=opts.TitleOpts(title=\"指定地区的薪资中间值分布\"))\n",
    "\n",
    "# 记录chart\n",
    "boxplot.render(\"salary_distribution.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "b5d75b66-b1c7-41d2-9023-3abfa3506918",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>标题</th>\n",
       "      <th>地区</th>\n",
       "      <th>公司名</th>\n",
       "      <th>公司领域</th>\n",
       "      <th>经验</th>\n",
       "      <th>规模</th>\n",
       "      <th>薪资下限</th>\n",
       "      <th>薪资上限</th>\n",
       "      <th>薪资中间值</th>\n",
       "      <th>地区简称</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>北京·海淀区·公主坟</td>\n",
       "      <td>锐捷网络</td>\n",
       "      <td>通信/网络设备</td>\n",
       "      <td>3-5年本科</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>北京</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>上海·浦东新区·张江</td>\n",
       "      <td>中电金信</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>经验不限本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>上海</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>北京·大兴区·亦庄</td>\n",
       "      <td>沃东天骏信息技术</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>5-10年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>45000.0</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>北京·海淀区·马连洼</td>\n",
       "      <td>滴滴</td>\n",
       "      <td>移动互联网</td>\n",
       "      <td>3-5年本科</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>22500.0</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>北京·海淀区·清河</td>\n",
       "      <td>小米</td>\n",
       "      <td>互联网</td>\n",
       "      <td>3-5年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>22500.0</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2908</th>\n",
       "      <td>大数据工程师</td>\n",
       "      <td>惠州·惠城区·仲恺</td>\n",
       "      <td>中软国际</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>3-5年大专</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>11500.0</td>\n",
       "      <td>惠州</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2909</th>\n",
       "      <td>大数据开发</td>\n",
       "      <td>南京·江宁区·秣陵</td>\n",
       "      <td>中软国际</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-3年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>17500.0</td>\n",
       "      <td>南京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2910</th>\n",
       "      <td>大数据开发</td>\n",
       "      <td>南京·江宁区·秣陵</td>\n",
       "      <td>中软国际</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>3-5年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>22500.0</td>\n",
       "      <td>南京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2911</th>\n",
       "      <td>大数据开发</td>\n",
       "      <td>桂林·临桂区·花生唐</td>\n",
       "      <td>中软国际</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-3年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>17500.0</td>\n",
       "      <td>桂林</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2912</th>\n",
       "      <td>大数据开发</td>\n",
       "      <td>威海·环翠区·草庙子</td>\n",
       "      <td>中软国际</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>经验不限本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>12500.0</td>\n",
       "      <td>威海</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2913 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          标题          地区       公司名     公司领域       经验          规模     薪资下限  \\\n",
       "0      数据分析师  北京·海淀区·公主坟      锐捷网络  通信/网络设备   3-5年本科  1000-9999人  20000.0   \n",
       "1      数据分析师  上海·浦东新区·张江      中电金信    计算机软件   经验不限本科    10000人以上  15000.0   \n",
       "2      数据分析师   北京·大兴区·亦庄  沃东天骏信息技术     电子商务  5-10年本科    10000人以上  30000.0   \n",
       "3      数据分析师  北京·海淀区·马连洼        滴滴    移动互联网   3-5年本科  1000-9999人  15000.0   \n",
       "4      数据分析师   北京·海淀区·清河        小米      互联网   3-5年本科    10000人以上  15000.0   \n",
       "...      ...         ...       ...      ...      ...         ...      ...   \n",
       "2908  大数据工程师   惠州·惠城区·仲恺      中软国际    计算机软件   3-5年大专    10000人以上  10000.0   \n",
       "2909   大数据开发   南京·江宁区·秣陵      中软国际    计算机软件   1-3年本科    10000人以上  12000.0   \n",
       "2910   大数据开发   南京·江宁区·秣陵      中软国际    计算机软件   3-5年本科    10000人以上  15000.0   \n",
       "2911   大数据开发  桂林·临桂区·花生唐      中软国际    计算机软件   1-3年本科    10000人以上  15000.0   \n",
       "2912   大数据开发  威海·环翠区·草庙子      中软国际    计算机软件   经验不限本科    10000人以上  10000.0   \n",
       "\n",
       "         薪资上限    薪资中间值 地区简称  \n",
       "0     30000.0  25000.0   北京  \n",
       "1     25000.0  20000.0   上海  \n",
       "2     60000.0  45000.0   北京  \n",
       "3     30000.0  22500.0   北京  \n",
       "4     30000.0  22500.0   北京  \n",
       "...       ...      ...  ...  \n",
       "2908  13000.0  11500.0   惠州  \n",
       "2909  23000.0  17500.0   南京  \n",
       "2910  30000.0  22500.0   南京  \n",
       "2911  20000.0  17500.0   桂林  \n",
       "2912  15000.0  12500.0   威海  \n",
       "\n",
       "[2913 rows x 10 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_df_cleaned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "937a00fb-d832-4f52-b8fc-212565ec455c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "87500.0"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_df_cleaned[\"薪资中间值\"].max()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "17132c6e-f05e-4470-86c9-ace2413f098e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\hzg\\AppData\\Local\\Temp\\ipykernel_17664\\1992011834.py:2: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
      "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
      "\n",
      "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
      "\n",
      "\n",
      "  data_df_cleaned['需求'].replace(np.nan,'经验不限',inplace=True)\n"
     ]
    },
    {
     "data": {
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       "      <th>标题</th>\n",
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       "      <th>学历</th>\n",
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       "      <th>0</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>北京·海淀区·公主坟</td>\n",
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       "      <td>通信/网络设备</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>上海·浦东新区·张江</td>\n",
       "      <td>中电金信</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>经验不限本科</td>\n",
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       "      <th>2</th>\n",
       "      <td>数据分析师</td>\n",
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       "      <td>沃东天骏信息技术</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>5-10年本科</td>\n",
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       "      <td>30000.0</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>45000.0</td>\n",
       "      <td>北京</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>北京·海淀区·马连洼</td>\n",
       "      <td>滴滴</td>\n",
       "      <td>移动互联网</td>\n",
       "      <td>3-5年本科</td>\n",
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       "      <td>15000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>22500.0</td>\n",
       "      <td>北京</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>北京·海淀区·清河</td>\n",
       "      <td>小米</td>\n",
       "      <td>互联网</td>\n",
       "      <td>3-5年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>22500.0</td>\n",
       "      <td>北京</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2908</th>\n",
       "      <td>大数据工程师</td>\n",
       "      <td>惠州·惠城区·仲恺</td>\n",
       "      <td>中软国际</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>3-5年大专</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>11500.0</td>\n",
       "      <td>惠州</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2909</th>\n",
       "      <td>大数据开发</td>\n",
       "      <td>南京·江宁区·秣陵</td>\n",
       "      <td>中软国际</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-3年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>17500.0</td>\n",
       "      <td>南京</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2910</th>\n",
       "      <td>大数据开发</td>\n",
       "      <td>南京·江宁区·秣陵</td>\n",
       "      <td>中软国际</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>3-5年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>22500.0</td>\n",
       "      <td>南京</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2911</th>\n",
       "      <td>大数据开发</td>\n",
       "      <td>桂林·临桂区·花生唐</td>\n",
       "      <td>中软国际</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-3年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>17500.0</td>\n",
       "      <td>桂林</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2912</th>\n",
       "      <td>大数据开发</td>\n",
       "      <td>威海·环翠区·草庙子</td>\n",
       "      <td>中软国际</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>经验不限本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>12500.0</td>\n",
       "      <td>威海</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2913 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          标题          地区       公司名     公司领域       经验          规模     薪资下限  \\\n",
       "0      数据分析师  北京·海淀区·公主坟      锐捷网络  通信/网络设备   3-5年本科  1000-9999人  20000.0   \n",
       "1      数据分析师  上海·浦东新区·张江      中电金信    计算机软件   经验不限本科    10000人以上  15000.0   \n",
       "2      数据分析师   北京·大兴区·亦庄  沃东天骏信息技术     电子商务  5-10年本科    10000人以上  30000.0   \n",
       "3      数据分析师  北京·海淀区·马连洼        滴滴    移动互联网   3-5年本科  1000-9999人  15000.0   \n",
       "4      数据分析师   北京·海淀区·清河        小米      互联网   3-5年本科    10000人以上  15000.0   \n",
       "...      ...         ...       ...      ...      ...         ...      ...   \n",
       "2908  大数据工程师   惠州·惠城区·仲恺      中软国际    计算机软件   3-5年大专    10000人以上  10000.0   \n",
       "2909   大数据开发   南京·江宁区·秣陵      中软国际    计算机软件   1-3年本科    10000人以上  12000.0   \n",
       "2910   大数据开发   南京·江宁区·秣陵      中软国际    计算机软件   3-5年本科    10000人以上  15000.0   \n",
       "2911   大数据开发  桂林·临桂区·花生唐      中软国际    计算机软件   1-3年本科    10000人以上  15000.0   \n",
       "2912   大数据开发  威海·环翠区·草庙子      中软国际    计算机软件   经验不限本科    10000人以上  10000.0   \n",
       "\n",
       "         薪资上限    薪资中间值 地区简称     需求  学历  \n",
       "0     30000.0  25000.0   北京   3-5年  本科  \n",
       "1     25000.0  20000.0   上海   经验不限  本科  \n",
       "2     60000.0  45000.0   北京  5-10年  本科  \n",
       "3     30000.0  22500.0   北京   3-5年  本科  \n",
       "4     30000.0  22500.0   北京   3-5年  本科  \n",
       "...       ...      ...  ...    ...  ..  \n",
       "2908  13000.0  11500.0   惠州   3-5年  大专  \n",
       "2909  23000.0  17500.0   南京   1-3年  本科  \n",
       "2910  30000.0  22500.0   南京   3-5年  本科  \n",
       "2911  20000.0  17500.0   桂林   1-3年  本科  \n",
       "2912  15000.0  12500.0   威海   经验不限  本科  \n",
       "\n",
       "[2913 rows x 12 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_df_cleaned['需求']=data_df_cleaned['经验'].str.extract('^(\\d+/?-\\d+)')+'年'\n",
    "data_df_cleaned['需求'].replace(np.nan,'经验不限',inplace=True)\n",
    "data_df_cleaned['学历']=data_df_cleaned['经验'].str[-2:]\n",
    "data_df_cleaned['需求'].unique()\n",
    "data_df_cleaned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "a4a9c634-ea2e-4191-a111-4dab53b9094b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 假设 data_df_cleaned 已经存在并包含所需的数据\n",
    "\n",
    "# 指定要过滤的地区\n",
    "regions = ['北京', '广州', '南京', '上海', '成都','杭州','深圳','昆明','贵阳']\n",
    "\n",
    "# 过滤数据\n",
    "filtered_df = data_df_cleaned[data_df_cleaned['地区简称'].isin(regions)]\n",
    "\n",
    "# 可视化指定地区的薪资中间值分布\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.boxenplot(x='地区简称', y='薪资中间值', data=filtered_df)\n",
    "plt.xticks(rotation=45)\n",
    "plt.title('指定地区的薪资中间值分布')\n",
    "plt.xlabel('地区')\n",
    "plt.ylabel('薪资中间值')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "198141be-bf5b-4401-967c-9df6bd04672b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        3-5年\n",
       "1        经验不限\n",
       "2       5-10年\n",
       "3        3-5年\n",
       "4        3-5年\n",
       "        ...  \n",
       "2908     3-5年\n",
       "2909     1-3年\n",
       "2910     3-5年\n",
       "2911     1-3年\n",
       "2912     经验不限\n",
       "Name: 需求, Length: 2913, dtype: object"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_df_cleaned['需求']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "8322cdd3-eb4a-421d-bc91-a09d720dec06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'D:\\\\shiXun1\\\\teamTask\\\\experience_chart.html'"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 玫瑰图\n",
    "\n",
    "import pandas as pd\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts import options as opts\n",
    "\n",
    "# Clean the data by removing NaN values from the '经验' column\n",
    "data_df_cleaned =data_df_cleaned.dropna(subset=['需求'])\n",
    "\n",
    "# Calculate the proportion of each experience requirement\n",
    "experience_counts =data_df_cleaned['需求'].value_counts().reset_index()\n",
    "experience_counts.columns = ['需求', '数量']\n",
    "\n",
    "# Prepare data for the Pie chart\n",
    "data = [list(z) for z in zip(experience_counts['需求'], experience_counts['数量'])]\n",
    "\n",
    "# Create a Pie chart\n",
    "pie = Pie()\n",
    "pie.set_colors(['#001B48','#02457A','#018ABE','#97CADB'])\n",
    "pie.add(\"\", data, radius=[\"30%\", \"75%\"], rosetype=\"radius\")\n",
    "pie.set_global_opts(title_opts=opts.TitleOpts(title=\"工作经验占比要求\"))\n",
    "pie.set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}: {c} ({d}%)\"))\n",
    "\n",
    "# Render the chart\n",
    "pie.render(\"experience_chart.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "8e74cfb0-8281-4ff7-a497-aac4baf3eea2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['北京', 445], ['上海', 290], ['深圳', 222], ['杭州', 191], ['南京', 145], ['广州', 127], ['成都', 102], ['西安', 70], ['苏州', 63], ['武汉', 60], ['长沙', 59], ['郑州', 56], ['厦门', 50], ['福州', 49], ['济南', 49], ['天津', 38], ['重庆', 37], ['太原', 30], ['青岛', 29], ['石家', 29], ['合肥', 29], ['哈尔', 26], ['东莞', 26], ['大连', 24], ['无锡', 24], ['惠州', 22], ['宁波', 22], ['佛山', 21], ['桂林', 19], ['南宁', 19], ['威海', 18], ['昌吉', 17], ['珠海', 16], ['温州', 14], ['海口', 13], ['南昌', 13], ['昆明', 13], ['烟台', 13], ['保定', 13], ['长春', 13], ['沈阳', 13], ['乌鲁', 12], ['常州', 11], ['泉州', 11], ['徐州', 11], ['中山', 10], ['金华', 9], ['西宁', 9], ['廊坊', 9], ['嘉兴', 9], ['潍坊', 9], ['呼和', 8], ['洛阳', 7], ['张家', 7], ['新乡', 7], ['绍兴', 7], ['临汾', 6], ['贵阳', 6], ['临沂', 6], ['台州', 6], ['宝鸡', 6], ['南阳', 6], ['商丘', 5], ['南通', 5], ['运城', 5], ['唐山', 5], ['淄博', 4], ['上饶', 4], ['银川', 4], ['盐城', 4], ['丽水', 4], ['济宁', 4], ['秦皇', 4], ['绵阳', 4], ['衡阳', 4], ['兰州', 3], ['镇江', 3], ['吕梁', 3], ['晋城', 3], ['阜阳', 3], ['汕头', 3], ['眉山', 3], ['泰安', 3], ['许昌', 3], ['连云', 3], ['扬州', 3], ['德阳', 3], ['晋中', 3], ['宜春', 2], ['马鞍', 2], ['泰州', 2], ['信阳', 2], ['漳州', 2], ['阿克', 2], ['吴忠', 2], ['淮南', 2], ['株洲', 2], ['濮阳', 2], ['襄阳', 2], ['宿州', 2], ['邢台', 2], ['乌兰', 2], ['大同', 2], ['日照', 2], ['漯河', 2], ['三亚', 2], ['安阳', 2], ['湖州', 2], ['莆田', 2], ['赤峰', 2], ['九江', 2], ['沧州', 2], ['盘锦', 2], ['十堰', 2], ['滨州', 2], ['德州', 2], ['白城', 1], ['呼伦', 1], ['芜湖', 1], ['毕节', 1], ['吉林', 1], ['周口', 1], ['平凉', 1], ['东营', 1], ['黄冈', 1], ['包头', 1], ['湘西', 1], ['甘孜', 1], ['钦州', 1], ['武威', 1], ['抚州', 1], ['昭通', 1], ['锦州', 1], ['渭南', 1], ['商洛', 1], ['绥化', 1], ['衢州', 1], ['荆州', 1], ['淮北', 1], ['蚌埠', 1], ['安庆', 1], ['新余', 1], ['哈密', 1], ['韶关', 1], ['邯郸', 1], ['衡水', 1], ['焦作', 1], ['南平', 1], ['西双', 1], ['龙岩', 1], ['郴州', 1], ['赣州', 1], ['吉安', 1], ['柳州', 1], ['遵义', 1], ['开封', 1], ['岳阳', 1], ['孝感', 1], ['河源', 1], ['营口', 1], ['承德', 1], ['泸州', 1], ['阳江', 1], ['巴音', 1], ['梅州', 1], ['长治', 1], ['亳州', 1], ['清远', 1], ['宁德', 1], ['阳泉', 1], ['平顶', 1], ['荆门', 1], ['聊城', 1], ['宿迁', 1], ['江门', 1], ['鹤壁', 1], ['克孜', 1]]\n",
      "445\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "# 计算各地区简称的数量\n",
    "region_counts = data_df_cleaned['地区简称'].value_counts().reset_index()\n",
    "region_counts.columns = ['地区简称', '数量']\n",
    "\n",
    "# 准备数据\n",
    "data = [list(z) for z in zip(region_counts['地区简称'], region_counts['数量'])]\n",
    "print(data)\n",
    "# 创建地图\n",
    "map_chart = Map()\n",
    "map_chart.add(\"地区分布\", data, \"china\")\n",
    "map_chart.set_global_opts(\n",
    "    title_opts=opts.TitleOpts(title=\"地区简称在全国的分布情况\"),\n",
    "    visualmap_opts=opts.VisualMapOpts(max_=region_counts['数量'].max())\n",
    ")\n",
    "\n",
    "print(region_counts['数量'].max())\n",
    "# # 渲染地图到Notebook\n",
    "# map_chart.render_notebook()\n",
    "# map_chart.render(\"map.html\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "49b3a895-6df7-4e49-8530-4fc2acc03af8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['北京', 445], ['上海', 290], ['深圳', 222], ['杭州', 191], ['南京', 145], ['广州', 127], ['成都', 102], ['西安', 70], ['苏州', 63], ['武汉', 60], ['长沙', 59], ['郑州', 56], ['厦门', 50], ['福州', 49], ['济南', 49], ['天津', 38], ['重庆', 37], ['太原', 30], ['青岛', 29], ['石家', 29], ['合肥', 29], ['哈尔', 26], ['东莞', 26], ['大连', 24], ['无锡', 24], ['惠州', 22], ['宁波', 22], ['佛山', 21], ['桂林', 19], ['南宁', 19], ['威海', 18], ['昌吉', 17], ['珠海', 16], ['温州', 14], ['海口', 13], ['南昌', 13], ['昆明', 13], ['烟台', 13], ['保定', 13], ['长春', 13], ['沈阳', 13], ['乌鲁', 12], ['常州', 11], ['泉州', 11], ['徐州', 11], ['中山', 10], ['金华', 9], ['西宁', 9], ['廊坊', 9], ['嘉兴', 9], ['潍坊', 9], ['呼和', 8], ['洛阳', 7], ['张家', 7], ['新乡', 7], ['绍兴', 7], ['临汾', 6], ['贵阳', 6], ['临沂', 6], ['台州', 6], ['宝鸡', 6], ['南阳', 6], ['商丘', 5], ['南通', 5], ['运城', 5], ['唐山', 5], ['淄博', 4], ['上饶', 4], ['银川', 4], ['盐城', 4], ['丽水', 4], ['济宁', 4], ['秦皇', 4], ['绵阳', 4], ['衡阳', 4], ['兰州', 3], ['镇江', 3], ['吕梁', 3], ['晋城', 3], ['阜阳', 3], ['汕头', 3], ['眉山', 3], ['泰安', 3], ['许昌', 3], ['连云', 3], ['扬州', 3], ['德阳', 3], ['晋中', 3], ['宜春', 2], ['马鞍', 2], ['泰州', 2], ['信阳', 2], ['漳州', 2], ['阿克', 2], ['吴忠', 2], ['淮南', 2], ['株洲', 2], ['濮阳', 2], ['襄阳', 2], ['宿州', 2], ['邢台', 2], ['乌兰', 2], ['大同', 2], ['日照', 2], ['漯河', 2], ['三亚', 2], ['安阳', 2], ['湖州', 2], ['莆田', 2], ['赤峰', 2], ['九江', 2], ['沧州', 2], ['盘锦', 2], ['十堰', 2], ['滨州', 2], ['德州', 2], ['白城', 1], ['呼伦', 1], ['芜湖', 1], ['毕节', 1], ['吉林', 1], ['周口', 1], ['平凉', 1], ['东营', 1], ['黄冈', 1], ['包头', 1], ['湘西', 1], ['甘孜', 1], ['钦州', 1], ['武威', 1], ['抚州', 1], ['昭通', 1], ['锦州', 1], ['渭南', 1], ['商洛', 1], ['绥化', 1], ['衢州', 1], ['荆州', 1], ['淮北', 1], ['蚌埠', 1], ['安庆', 1], ['新余', 1], ['哈密', 1], ['韶关', 1], ['邯郸', 1], ['衡水', 1], ['焦作', 1], ['南平', 1], ['西双', 1], ['龙岩', 1], ['郴州', 1], ['赣州', 1], ['吉安', 1], ['柳州', 1], ['遵义', 1], ['开封', 1], ['岳阳', 1], ['孝感', 1], ['河源', 1], ['营口', 1], ['承德', 1], ['泸州', 1], ['阳江', 1], ['巴音', 1], ['梅州', 1], ['长治', 1], ['亳州', 1], ['清远', 1], ['宁德', 1], ['阳泉', 1], ['平顶', 1], ['荆门', 1], ['聊城', 1], ['宿迁', 1], ['江门', 1], ['鹤壁', 1], ['克孜', 1]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'D:\\\\shiXun1\\\\teamTask\\\\岗位分布.html'"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "# 手动映射城市到省份（部分城市，需根据实际情况补充完整）\n",
    "city_to_province_mapping = {\n",
    "    '北京': '北京市',\n",
    "    '上海': '上海市',\n",
    "    '深圳': '广东省',\n",
    "    '杭州': '浙江省',\n",
    "    '南京': '江苏省',\n",
    "    '广州': '广东省',\n",
    "    '成都': '四川省',\n",
    "    '西安': '陕西省',\n",
    "    '苏州': '江苏省',\n",
    "    '武汉': '湖北省',\n",
    "    '长沙': '湖南省',\n",
    "    '郑州': '河南省',\n",
    "    '厦门': '福建省',\n",
    "    '福州': '福建省',\n",
    "    '济南': '山东省',\n",
    "    '天津': '天津市',\n",
    "    '重庆': '重庆市',\n",
    "    '太原': '山西省',\n",
    "    '青岛': '山东省',\n",
    "    '石家': '河北省',\n",
    "    '合肥': '安徽省',\n",
    "    '哈尔': '黑龙江省',\n",
    "    '东莞': '广东省',\n",
    "    '大连': '辽宁省',\n",
    "    '无锡': '江苏省',\n",
    "    '惠州': '广东省',\n",
    "    '宁波': '浙江省',\n",
    "    '佛山': '广东省',\n",
    "    '桂林': '广西壮族自治区',\n",
    "    '南宁': '广西壮族自治区',\n",
    "    '威海': '山东省',\n",
    "    '昌吉': '新疆维吾尔自治区',\n",
    "    '珠海': '广东省',\n",
    "    '温州': '浙江省',\n",
    "    '海口': '海南省',\n",
    "    '南昌': '江西省',\n",
    "    '昆明': '云南省',\n",
    "    '烟台': '山东省',\n",
    "    '保定': '河北省',\n",
    "    '长春': '吉林省',\n",
    "    '沈阳': '辽宁省',\n",
    "    '乌鲁': '新疆维吾尔自治区',\n",
    "    '常州': '江苏省',\n",
    "    '泉州': '福建省',\n",
    "    '徐州': '江苏省',\n",
    "    '中山': '广东省',\n",
    "    '金华': '浙江省',\n",
    "    '西宁': '青海省',\n",
    "    '廊坊': '河北省',\n",
    "    '嘉兴': '浙江省',\n",
    "    '潍坊': '山东省',\n",
    "    '呼和': '内蒙古自治区',\n",
    "    '洛阳': '河南省',\n",
    "    '张家': '河北省',\n",
    "    '新乡': '河南省',\n",
    "    '绍兴': '浙江省',\n",
    "    '临汾': '山西省',\n",
    "    '贵阳': '贵州省',\n",
    "    '临沂': '山东省',\n",
    "    '台州': '浙江省',\n",
    "    '宝鸡': '陕西省',\n",
    "    '南阳': '河南省',\n",
    "    '商丘': '河南省',\n",
    "    '南通': '江苏省',\n",
    "    '运城': '山西省',\n",
    "    '唐山': '河北省',\n",
    "    '淄博': '山东省',\n",
    "    '上饶': '江西省',\n",
    "    '银川': '宁夏回族自治区',\n",
    "    '盐城': '江苏省',\n",
    "    '丽水': '浙江省',\n",
    "    '济宁': '山东省',\n",
    "    '秦皇': '河北省',\n",
    "    '绵阳': '四川省',\n",
    "    '衡阳': '湖南省',\n",
    "    '兰州': '甘肃省',\n",
    "    '镇江': '江苏省',\n",
    "    '吕梁': '山西省',\n",
    "    '晋城': '山西省',\n",
    "    '阜阳': '安徽省',\n",
    "    '汕头': '广东省',\n",
    "    '眉山': '四川省',\n",
    "    '泰安': '山东省',\n",
    "    '许昌': '河南省',\n",
    "    '连云': '江苏省',\n",
    "    '扬州': '江苏省',\n",
    "    '德阳': '四川省',\n",
    "    '晋中': '山西省',\n",
    "    '宜春': '江西省',\n",
    "    '马鞍': '安徽省',\n",
    "    '泰州': '江苏省',\n",
    "    '信阳': '河南省',\n",
    "    '漳州': '福建省',\n",
    "    '阿克': '新疆维吾尔自治区',\n",
    "    '吴忠': '宁夏回族自治区',\n",
    "    '淮南': '安徽省',\n",
    "    '株洲': '湖南省',\n",
    "    '濮阳': '河南省',\n",
    "    '襄阳': '湖北省',\n",
    "    '宿州': '安徽省',\n",
    "    '邢台': '河北省',\n",
    "    '乌兰': '内蒙古自治区',\n",
    "    '大同': '山西省',\n",
    "    '日照': '山东省',\n",
    "    '漯河': '河南省',\n",
    "    '三亚': '海南省',\n",
    "    '安阳': '河南省',\n",
    "    '湖州': '浙江省',\n",
    "    '莆田': '福建省',\n",
    "    '赤峰': '内蒙古自治区',\n",
    "    '九江': '江西省',\n",
    "    '沧州': '河北省',\n",
    "    '盘锦': '辽宁省',\n",
    "    '十堰': '湖北省',\n",
    "    '滨州': '山东省',\n",
    "    '德州': '山东省',\n",
    "    '白城': '吉林省',\n",
    "    '呼伦': '内蒙古自治区',\n",
    "    '芜湖': '安徽省',\n",
    "    '毕节': '贵州省',\n",
    "    '吉林': '吉林省',\n",
    "    '周口': '河南省',\n",
    "    '平凉': '甘肃省',\n",
    "    '东营': '山东省',\n",
    "    '黄冈': '湖北省',\n",
    "    '包头': '内蒙古自治区',\n",
    "    '湘西': '湖南省',\n",
    "    '甘孜': '四川省',\n",
    "    '钦州': '广西壮族自治区',\n",
    "    '武威': '甘肃省',\n",
    "    '抚州': '江西省',\n",
    "    '昭通': '云南省',\n",
    "    '锦州': '辽宁省',\n",
    "    '渭南': '陕西省',\n",
    "    '商洛': '陕西省',\n",
    "    '绥化': '黑龙江省',\n",
    "    '衢州': '浙江省',\n",
    "    '荆州': '湖北省',\n",
    "    '淮北': '安徽省',\n",
    "    '蚌埠': '安徽省',\n",
    "    '安庆': '安徽省',\n",
    "    '新余': '江西省',\n",
    "    '哈密': '新疆维吾尔自治区',\n",
    "    '韶关': '广东省',\n",
    "    '邯郸': '河北省',\n",
    "    '衡水': '河北省',\n",
    "    '焦作': '河南省',\n",
    "    '南平': '福建省',\n",
    "    '西双': '云南省',\n",
    "    '龙岩': '福建省',\n",
    "    '郴州': '湖南省',\n",
    "    '赣州': '江西省',\n",
    "    '吉安': '江西省',\n",
    "    '柳州': '广西壮族自治区',\n",
    "    '遵义': '贵州省',\n",
    "    '开封': '河南省',\n",
    "    '岳阳': '湖南省',\n",
    "    '孝感': '湖北省',\n",
    "    '河源': '广东省',\n",
    "    '营口': '辽宁省',\n",
    "    '承德': '河北省',\n",
    "    '泸州': '四川省',\n",
    "    '阳江': '广东省',\n",
    "    '巴音': '新疆维吾尔自治区',\n",
    "    '梅州': '广东省',\n",
    "    '长治': '山西省',\n",
    "    '亳州': '安徽省',\n",
    "    '清远': '广东省',\n",
    "    '宁德': '福建省',\n",
    "    '阳泉': '山西省',\n",
    "    '平顶': '河南省',\n",
    "    '荆门': '湖北省',\n",
    "    '聊城': '山东省',\n",
    "    '宿迁': '江苏省',\n",
    "    '江门': '广东省',\n",
    "    '鹤壁': '河南省',\n",
    "    '克孜': '新疆维吾尔自治区'\n",
    "}\n",
    "\n",
    "# 你的数据\n",
    "region_counts.columns = ['地区简称', '数量']\n",
    "\n",
    "# 准备数据\n",
    "data = [list(z) for z in zip(region_counts['地区简称'], region_counts['数量'])]\n",
    "print(data)\n",
    "\n",
    "f=open(\"k.txt\",\"w\")\n",
    " \n",
    "f.write(str(data))\n",
    "f.close()\n",
    "\n",
    "# 映射城市到省# 定义需要隐藏名称的地区\n",
    "hidden_regions = [\"香港特别行政区\", \"澳门特别行政区\"]\n",
    "\n",
    "mapped_data = [(city_to_province_mapping.get(city, city), count) for city, count in data]\n",
    "# print(mapped_data)\n",
    "# 创建地图\n",
    "map_chart = (\n",
    "    Map()\n",
    "    .add(\"地区分布\", mapped_data, \"china\", is_map_symbol_show=False)\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"互联网行业岗位数>100的省份\"),\n",
    "        visualmap_opts=opts.VisualMapOpts(max_=max(count for _, count in mapped_data),range_color=[\"#E0ECF8\", \"#045FB4\"],textstyle_opts=opts.TextStyleOpts(font_size=18))\n",
    "    )\n",
    "\n",
    ")\n",
    "\n",
    "\n",
    "\n",
    "# 隐藏特定地区的标签\n",
    "for region in hidden_regions:\n",
    "    map_chart.add(\n",
    "        \"\",\n",
    "        [(region, 0)],\n",
    "        \"china\",\n",
    "        label_opts=opts.LabelOpts(is_show=False)\n",
    "    )\n",
    "\n",
    "map_chart.render('岗位分布.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "8c092cb0-21a8-421f-a619-506f0b269e32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'D:\\\\shiXun1\\\\teamTask\\\\education_pie_chart.html'"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts import options as opts\n",
    "# Calculate the proportion of each education requirement\n",
    "education_counts =data_df_cleaned['学历'].value_counts().reset_index()\n",
    "education_counts.columns = ['学历', '数量']\n",
    "\n",
    "# \n",
    "data = [list(z) for z in zip(education_counts['学历'], education_counts['数量'])]\n",
    "\n",
    "# Create a Pie chart\n",
    "pie = Pie()\n",
    "pie.add(\"\", data)\n",
    "pie.set_global_opts(title_opts=opts.TitleOpts(title=\"学历占比要求\"))\n",
    "pie.set_series_opts(label_opts=opts.LabelOpts(formatter=\"{b}: {c} ({d}%)\"))\n",
    "pie.set_colors(['#001B48','#02457A','#2b7bba','#018ABE','#97CADB','#D6E8EE','#89bedd'])\n",
    "\n",
    "# Render the chart\n",
    "pie.render(\"education_pie_chart.html\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "4a92164c-061f-4d3a-99ce-c07127e2505a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   学历         薪资中间值\n",
      "3  博士  38241.379310\n",
      "6  硕士  22953.947368\n",
      "5  本科  18003.956479\n",
      "0  不限  12279.166667\n",
      "4  大专  10677.826087\n",
      "2  以下  10500.000000\n",
      "7  高中   6145.161290\n",
      "1  中技   5083.333333\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'D:\\\\shiXun1\\\\teamTask\\\\不同学历薪资中间值比较.html'"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts.commons.utils import JsCode\n",
    "import pandas as pd\n",
    "\n",
    "# # 示例数据\n",
    "# data = {\n",
    "#     '薪资中间值': [25000.0, 20000.0, 45000.0, 22500.0, 22500.0, 11500.0],\n",
    "#     '学历': ['本科', '本科', '本科', '本科', '本科', '大专']\n",
    "# }\n",
    "\n",
    "# # 创建 DataFrame\n",
    "# df = pd.DataFrame(data)\n",
    "\n",
    "# 计算每种学历的薪资中间值\n",
    "average_salary = data_df_cleaned.groupby('学历')['薪资中间值'].mean().reset_index()\n",
    "average_salary=average_salary.sort_values(by=\"薪资中间值\", ascending=False)\n",
    "print(average_salary)\n",
    "\n",
    "colors = ['#03507e','#04639c','#0d75b2','#318dbe','#5d9fc9','#86b0d3','#a9bedb','#c9cde4']\n",
    "\n",
    "# 创建柱状图\n",
    "bar_chart = (\n",
    "    Bar()\n",
    "    .add_xaxis(average_salary['学历'].tolist())\n",
    "    .add_yaxis(\"薪资中间值\", \n",
    "               average_salary['薪资中间值'].round(2).tolist(),\n",
    "            itemstyle_opts=[\n",
    "            opts.ItemStyleOpts(color=color) for color in colors\n",
    "            ])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"不同学历与平均薪资的折线图\"),\n",
    "        yaxis_opts=opts.AxisOpts(axislabel_opts=opts.LabelOpts(formatter=\"{value} 元\")),\n",
    "        toolbox_opts=opts.ToolboxOpts(),\n",
    "    )\n",
    "    \n",
    ")\n",
    "\n",
    "# 渲染图表到 HTML 文件\n",
    "bar_chart.render(\"不同学历薪资中间值比较.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "fa07aa57-3fdc-4636-b45d-1df4eb8a94a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>岗位</th>\n",
       "      <th>地区</th>\n",
       "      <th>公司名</th>\n",
       "      <th>公司领域</th>\n",
       "      <th>经验</th>\n",
       "      <th>规模</th>\n",
       "      <th>薪资下限</th>\n",
       "      <th>薪资上限</th>\n",
       "      <th>薪资中间值</th>\n",
       "      <th>地区简称</th>\n",
       "      <th>需求</th>\n",
       "      <th>学历</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>北京·海淀区·公主坟</td>\n",
       "      <td>锐捷网络</td>\n",
       "      <td>通信/网络设备</td>\n",
       "      <td>3-5年本科</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>北京</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>上海·浦东新区·张江</td>\n",
       "      <td>中电金信</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>经验不限本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>上海</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>北京·大兴区·亦庄</td>\n",
       "      <td>沃东天骏信息技术</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>5-10年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>60000.0</td>\n",
       "      <td>45000.0</td>\n",
       "      <td>北京</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>北京·海淀区·马连洼</td>\n",
       "      <td>滴滴</td>\n",
       "      <td>移动互联网</td>\n",
       "      <td>3-5年本科</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>22500.0</td>\n",
       "      <td>北京</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>数据分析师</td>\n",
       "      <td>北京·海淀区·清河</td>\n",
       "      <td>小米</td>\n",
       "      <td>互联网</td>\n",
       "      <td>3-5年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>22500.0</td>\n",
       "      <td>北京</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2908</th>\n",
       "      <td>大数据工程师</td>\n",
       "      <td>惠州·惠城区·仲恺</td>\n",
       "      <td>中软国际</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>3-5年大专</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>13000.0</td>\n",
       "      <td>11500.0</td>\n",
       "      <td>惠州</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2909</th>\n",
       "      <td>大数据开发</td>\n",
       "      <td>南京·江宁区·秣陵</td>\n",
       "      <td>中软国际</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-3年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>23000.0</td>\n",
       "      <td>17500.0</td>\n",
       "      <td>南京</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2910</th>\n",
       "      <td>大数据开发</td>\n",
       "      <td>南京·江宁区·秣陵</td>\n",
       "      <td>中软国际</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>3-5年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>30000.0</td>\n",
       "      <td>22500.0</td>\n",
       "      <td>南京</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2911</th>\n",
       "      <td>大数据开发</td>\n",
       "      <td>桂林·临桂区·花生唐</td>\n",
       "      <td>中软国际</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-3年本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>20000.0</td>\n",
       "      <td>17500.0</td>\n",
       "      <td>桂林</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2912</th>\n",
       "      <td>大数据开发</td>\n",
       "      <td>威海·环翠区·草庙子</td>\n",
       "      <td>中软国际</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>经验不限本科</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>15000.0</td>\n",
       "      <td>12500.0</td>\n",
       "      <td>威海</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2913 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          岗位          地区       公司名     公司领域       经验          规模     薪资下限  \\\n",
       "0      数据分析师  北京·海淀区·公主坟      锐捷网络  通信/网络设备   3-5年本科  1000-9999人  20000.0   \n",
       "1      数据分析师  上海·浦东新区·张江      中电金信    计算机软件   经验不限本科    10000人以上  15000.0   \n",
       "2      数据分析师   北京·大兴区·亦庄  沃东天骏信息技术     电子商务  5-10年本科    10000人以上  30000.0   \n",
       "3      数据分析师  北京·海淀区·马连洼        滴滴    移动互联网   3-5年本科  1000-9999人  15000.0   \n",
       "4      数据分析师   北京·海淀区·清河        小米      互联网   3-5年本科    10000人以上  15000.0   \n",
       "...      ...         ...       ...      ...      ...         ...      ...   \n",
       "2908  大数据工程师   惠州·惠城区·仲恺      中软国际    计算机软件   3-5年大专    10000人以上  10000.0   \n",
       "2909   大数据开发   南京·江宁区·秣陵      中软国际    计算机软件   1-3年本科    10000人以上  12000.0   \n",
       "2910   大数据开发   南京·江宁区·秣陵      中软国际    计算机软件   3-5年本科    10000人以上  15000.0   \n",
       "2911   大数据开发  桂林·临桂区·花生唐      中软国际    计算机软件   1-3年本科    10000人以上  15000.0   \n",
       "2912   大数据开发  威海·环翠区·草庙子      中软国际    计算机软件   经验不限本科    10000人以上  10000.0   \n",
       "\n",
       "         薪资上限    薪资中间值 地区简称     需求  学历  \n",
       "0     30000.0  25000.0   北京   3-5年  本科  \n",
       "1     25000.0  20000.0   上海   经验不限  本科  \n",
       "2     60000.0  45000.0   北京  5-10年  本科  \n",
       "3     30000.0  22500.0   北京   3-5年  本科  \n",
       "4     30000.0  22500.0   北京   3-5年  本科  \n",
       "...       ...      ...  ...    ...  ..  \n",
       "2908  13000.0  11500.0   惠州   3-5年  大专  \n",
       "2909  23000.0  17500.0   南京   1-3年  本科  \n",
       "2910  30000.0  22500.0   南京   3-5年  本科  \n",
       "2911  20000.0  17500.0   桂林   1-3年  本科  \n",
       "2912  15000.0  12500.0   威海   经验不限  本科  \n",
       "\n",
       "[2913 rows x 12 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_df_cleaned = data_df_cleaned.rename(columns={'标题': '岗位'})\n",
    "data_df_cleaned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "aee940e7-0f90-43b8-a890-78285ea47b51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x2400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "job= ['数据分析师', '爬虫工程师', '大数据开发', '测试工程师', '数据挖掘','测试工程师','运维工程师','python','web前端']\n",
    "filtered_df = data_df_cleaned[data_df_cleaned['岗位'].isin(job)]\n",
    "data = filtered_df['岗位'].value_counts()\n",
    "y=data.values\n",
    "# 创建蓝色渐变色的颜色列表\n",
    "colors = plt.cm.Blues(np.linspace(1, 0, len(y)))\n",
    "plt.figure(figsize=(20,30),dpi=80)\n",
    "plt.rcParams['figure.facecolor'] = '#F4F6F8'  # 设置画布背景颜色\n",
    "explode = (0.1,0.1,0,0,0,0,0,0)  # 用于突出显示某一部分\n",
    "plt.pie(y,labels=data.index, explode=explode,autopct='%.1f %%',colors=colors,shadow=True, startangle=30,textprops={'fontsize':25, 'color':'black'})  # 增加图例\n",
    "plt.legend(ncol=1,fontsize=20)\n",
    "plt.savefig('hot_positions_pie_chart.png')  # 将饼图保存为图片\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "480144b1-ef2b-4ee2-900c-cae5a993d1c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 获取作图数据\n",
    "# 筛选指定区域的数据\n",
    "# 提取地区前两个字\n",
    "regions = ['北京', '广州', '南京', '上海', '成都','杭州','深圳','昆明','贵阳']\n",
    "filtered_df = data_df_cleaned[data_df_cleaned['地区简称'].isin(regions)]\n",
    "\n",
    "city = list(filtered_df['地区简称'].value_counts().index)\n",
    "cityNumber = list(filtered_df['地区简称'].value_counts())\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.family'] = ['Fangsong']\n",
    "plt.rcParams['axes.spines.left']=False\n",
    "plt.rcParams['axes.spines.right']=False\n",
    "plt.rcParams['axes.spines.top']=False\n",
    "plt.rcParams['axes.spines.bottom']=False\n",
    "\n",
    "# 设置画布大小\n",
    "fig, ax = plt.subplots(figsize=(12,6))\n",
    "#设置坐标刻度字体大小\n",
    "plt.xticks(fontsize=20)\n",
    "colors = plt.cm.Blues(np.linspace(1, 0, len(cityNumber)))\n",
    "#画柱状图\n",
    "\n",
    "bars = plt.bar(city,cityNumber,color=colors,alpha=0.8,width=0.5, edgecolor='none') #指定不同颜色并设置透明度)\n",
    "plt.xlabel('城市',fontsize=25)\n",
    "plt.ylabel('岗位种类数',fontsize=25)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# 在每个柱子上方添加数据标签\n",
    "for bar in bars:\n",
    "    height = bar.get_height()\n",
    "    plt.text(bar.get_x() + bar.get_width() / 2, height, str(height), ha='center', va='bottom',fontsize=15)\n",
    "plt.savefig('position_bar_chart.png')  # 将饼图保存为图片\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "3a1af432-b334-4b34-bd41-4d8c6b5cb601",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "85bd507f-3dce-421b-9af8-3224ddab85b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x2e803cabfa0>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import jieba\n",
    "import re\n",
    "from collections import Counter\n",
    "from PIL import Image\n",
    "from wordcloud import WordCloud\n",
    "\n",
    "# 读取Excel文件\n",
    "data = pd.read_excel('boss岗位.xlsx')\n",
    "\n",
    "#中文z\n",
    "plt.rcParams['font.sans-serif'].insert(0, 'SimHei')\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "data.head()\n",
    "from matplotlib import colors\n",
    "\n",
    "# Extract the '福利' column for word cloud generation\n",
    "welfare_text = data['福利'].str.cat(sep=' ')\n",
    "\n",
    "# Generate a word cloud image\n",
    "wordimg = np.array(Image.open('bgimg.png'))\n",
    "\n",
    "max_font_size=200     #最大字体大小\n",
    "min_font_size=20     #最小字体大小\n",
    "# 建立颜色数组，可更改颜色\n",
    "color_list = ['#89bedc','#0b559f','#08306b','#2b7bba','#7030A0','#002060','#0CEEBE','#255DC1']\n",
    "# 调用颜色数组\n",
    "colormap = colors.ListedColormap(color_list)\n",
    "\n",
    "wordcloud = WordCloud(\n",
    "                      scale=6,\n",
    "                      font_path='SimHei.ttf',\n",
    "                      width=1920,\n",
    "                      height=1080,\n",
    "                      background_color='white',\n",
    "                      mask=wordimg,\n",
    "                      max_font_size=max_font_size,     \n",
    "                      min_font_size=min_font_size,\n",
    "                      relative_scaling=0.5,\n",
    "                      colormap=colormap #相对缩放\n",
    "                         ).generate(welfare_text)\n",
    "\n",
    "# Display the wordcloud\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.show()\n",
    "wordcloud.to_file('wordcloud.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "ffc41e4a-c27f-46c6-8f2c-f6d84f3c2e5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x2e86ed75a30>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from collections import defaultdict\n",
    "\n",
    "# Instantiate the benefit frequency dictionary\n",
    "benefit_freq = defaultdict(int)\n",
    "\n",
    "# Update the function to handle non-string values\n",
    "def count_benefits(benefits_str):\n",
    "    # Skip non-string values\n",
    "    if not isinstance(benefits_str, str):\n",
    "        return\n",
    "    \n",
    "    # Split the benefits string by commas and other separators\n",
    "    benefits_list = [benefit.strip() for benefit in benefits_str.split('，') if benefit.strip() != '']\n",
    "    for benefit in benefits_list:\n",
    "        # Increment the count for each benefit\n",
    "        benefit_freq[benefit] += 1\n",
    "\n",
    "# Re-apply the function to each row in the '福利' column\n",
    "data['福利'].apply(count_benefits)\n",
    "\n",
    "# Convert the defaultdict to a regular dictionary for better visualization\n",
    "benefit_freq_dict = dict(benefit_freq)\n",
    "# 假设你有一个DataFrame 'data'，其中有一个名为'福利'的列  \n",
    "# data = ... # 这里应该是你的DataFrame  \n",
    "  \n",
    "# 初始化一个defaultdict来存储词频  \n",
    "benefit_freq = defaultdict(int)  \n",
    "  \n",
    "# 定义函数以计算词频  \n",
    "def count_benefits(benefits_str):  \n",
    "    # 跳过非字符串值  \n",
    "    if not isinstance(benefits_str, str):  \n",
    "        return  \n",
    "      \n",
    "    # 根据中文逗号（'，'）分割字符串并去除空格  \n",
    "    benefits_list = [benefit.strip() for benefit in benefits_str.split('，') if benefit.strip() != '']  \n",
    "    for benefit in benefits_list:  \n",
    "        # 增加每个“福利”的计数  \n",
    "        benefit_freq[benefit] += -1  \n",
    "  \n",
    "# 对'福利'列中的每一行应用count_benefits函数  \n",
    "data['福利'].apply(count_benefits)  \n",
    "  \n",
    "# 将defaultdict转换为常规字典  \n",
    "benefit_freq_dict = dict(benefit_freq)  \n",
    "  \n",
    "  \n",
    "# 生成词云图像  \n",
    "wordimg = np.array(Image.open('bgimg.png'))  # 替换为你的背景图片路径  \n",
    "\n",
    "# 建立颜色数组，可更改颜色\n",
    "color_list = ['#89bedc','#0b559f','#08306b','#2b7bba','#7030A0','#002060','#0CEEBE','#255DC1']\n",
    "# 调用颜色数组\n",
    "colormap = colors.ListedColormap(color_list)\n",
    "\n",
    "max_font_size = 200  # 最大字体大小  \n",
    "min_font_size = 20   # 最小字体大小  \n",
    "  \n",
    "wordcloud = WordCloud(  \n",
    "    font_path='SimHei.ttf',  # 确保你的系统中有这个字体文件，否则词云可能无法正确显示中文字符  \n",
    "    width=1920,  \n",
    "    height=1080,  \n",
    "    background_color='white',  \n",
    "    mask=wordimg,  \n",
    "    max_font_size=max_font_size,  \n",
    "    min_font_size=min_font_size,  \n",
    "    relative_scaling=0.5,# 相对缩放，这里可以根据需要调整  \n",
    "    colormap=colormap\n",
    ").generate_from_frequencies(benefit_freq_dict)  # 使用generate_from_frequencies和词频字典  \n",
    "  \n",
    "# 显示词云  \n",
    "plt.imshow(wordcloud, interpolation='bilinear')  \n",
    "plt.axis('off')  \n",
    "plt.show()\n",
    "wordcloud.to_file('dis_wordcloud.png')  # 替换'wordcloud.png'为你想要的文件名"
   ]
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